Question
Boxplot diversity predicted by mountain. Does it look like there are differences between mountains? Fit a simple linear model predicting diversity from mountain. Is it
Boxplot diversity predicted by mountain. Does it look like there are differences between mountains? Fit a simple linear model predicting diversity from mountain. Is it significant? What is the p-value? Is this test valid? Why/why not?
Calculate the mean diversity for each mountain and the mean height for each mountain. Plot these mean heights (on the x-axis) against these mean diversities (on the y-axis). Does it look like there is a relationship? Positive or negative? Fit a simple linear model predicting mean diversity from mean height. Is it significant? What is the p-value? Does the fitted model indicate a positive or negative relationship (whether significant or not)? Is this test valid? Why/why not?
Use the 'aov' and 'Error' functions to fit a linear model predicting diversity in terms of height, but with a random effect for mountain. Is height a significant predictor of diversity? What is the p-value? Does the fitted model indicate a positive or negative relationship (whether significant or not)? Is this test valid? Why/why not?
Use the 'lme' function from the 'nlme' library to fit a linear model predicting diversity in terms of height, but with a random effect for mountain. Is height a significant predictor of diversity? What is the p-value? Does the fitted model indicate a positive or negative relationship (whether significant or not)? Is this test valid? Why/why not?
Plot the height of all the sites against their diversity again, but this time using a different colour and/or symbol for each mountain. Hopefully this will help you understand the results of the previous tests better. Make any other plots you think will help. Write down your conclusions from the analysis and plotting that you have done.
show in R
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mountain | height | diversity | |
1 | 1 | 1397 | 5.10037248 |
2 | 1 | 1447 | 5.169128411 |
3 | 1 | 1497 | 5.315592543 |
4 | 1 | 1547 | 5.177057709 |
5 | 1 | 1597 | 5.246577868 |
6 | 1 | 1647 | 5.281062346 |
7 | 1 | 1697 | 5.348938721 |
8 | 1 | 1747 | 5.345864366 |
9 | 1 | 1797 | 5.592990271 |
10 | 1 | 1847 | 5.591565928 |
11 | 2 | 1125 | 4.064557011 |
12 | 2 | 1175 | 4.254151531 |
13 | 2 | 1225 | 4.023241341 |
14 | 2 | 1275 | 4.257306765 |
15 | 2 | 1325 | 4.065559655 |
16 | 2 | 1375 | 4.196965278 |
17 | 2 | 1425 | 4.276771736 |
18 | 2 | 1475 | 4.367977778 |
19 | 2 | 1525 | 4.521547563 |
20 | 2 | 1575 | 4.715540482 |
21 | 3 | 1854 | 2.409447387 |
22 | 3 | 1904 | 2.42781485 |
23 | 3 | 1954 | 2.523035086 |
24 | 3 | 2004 | 2.557915967 |
25 | 3 | 2054 | 2.685482283 |
26 | 3 | 2104 | 2.754000386 |
27 | 3 | 2154 | 2.926928154 |
28 | 3 | 2204 | 2.878846944 |
29 | 3 | 2254 | 2.98873069 |
30 | 3 | 2304 | 2.997361575 |
31 | 4 | 1049 | 5.495168549 |
32 | 4 | 1099 | 5.299676333 |
33 | 4 | 1149 | 5.3849464 |
34 | 4 | 1199 | 5.57548318 |
35 | 4 | 1249 | 5.415983462 |
36 | 4 | 1299 | 5.715199596 |
37 | 4 | 1349 | 5.81696049 |
38 | 4 | 1399 | 5.652003601 |
39 | 4 | 1449 | 5.992316574 |
40 | 4 | 1499 | 5.819080228 |
41 | 5 | 1538 | 3.600380009 |
42 | 5 | 1588 | 3.79203119 |
43 | 5 | 1638 | 3.650732871 |
44 | 5 | 1688 | 3.706923393 |
45 | 5 | 1738 | 3.893513503 |
46 | 5 | 1788 | 3.795189187 |
47 | 5 | 1838 | 3.935849493 |
48 | 5 | 1888 | 4.124001086 |
49 | 5 | 1938 | 4.089768631 |
50 | 5 | 1988 | 4.183277771 |
51 | 6 | 1300 | 4.091504742 |
52 | 6 | 1350 | 4.389419798 |
53 | 6 | 1400 | 4.289918769 |
54 | 6 | 1450 | 4.581089593 |
55 | 6 | 1500 | 4.430968777 |
56 | 6 | 1550 | 4.541482325 |
57 | 6 | 1600 | 4.774967853 |
58 | 6 | 1650 | 4.577182828 |
59 | 6 | 1700 | 4.557348396 |
60 | 6 | 1750 | 4.749631977 |
61 | 7 | 1456 | 2.971385146 |
62 | 7 | 1506 | 3.169863357 |
63 | 7 | 1556 | 3.136098295 |
64 | 7 | 1606 | 3.090004472 |
65 | 7 | 1656 | 3.300534392 |
66 | 7 | 1706 | 3.232520914 |
67 | 7 | 1756 | 3.284875975 |
68 | 7 | 1806 | 3.375392182 |
69 | 7 | 1856 | 3.541080419 |
70 | 7 | 1906 | 3.444340028 |
71 | 8 | 1104 | 3.205745648 |
72 | 8 | 1154 | 3.170161572 |
73 | 8 | 1204 | 3.240935265 |
74 | 8 | 1254 | 3.48024155 |
75 | 8 | 1304 | 3.43843938 |
76 | 8 | 1354 | 3.385784545 |
77 | 8 | 1404 | 3.393048218 |
78 | 8 | 1454 | 3.53943294 |
79 | 8 | 1504 | 3.713257708 |
80 | 8 | 1554 | 3.835599143 |
81 | 9 | 1190 | 0.146996667 |
82 | 9 | 1240 | 0.0167 |
83 | 9 | 1290 | 0.322545564 |
84 | 9 | 1340 | 0.22237927 |
85 | 9 | 1390 | 0.353891635 |
86 | 9 | 1440 | 0.346103561 |
87 | 9 | 1490 | 0.373726419 |
88 | 9 | 1540 | 0.685251261 |
89 | 9 | 1590 | 0.618874736 |
90 | 9 | 1640 | 0.675604601 |
91 | 10 | 1596 | 4.899698869 |
92 | 10 | 1646 | 4.893264273 |
93 | 10 | 1696 | 5.008870991 |
94 | 10 | 1746 | 5.11899002 |
95 | 10 | 1796 | 5.256239126 |
96 | 10 | 1846 | 5.19565136 |
97 | 10 | 1896 | 5.203179606 |
98 | 10 | 1946 | 5.388051331 |
99 | 10 | 1996 | 5.438019672 |
100 | 10 | 2046 | 5.342328151 |
101 | 11 | 1542 | 3.200496592 |
102 | 11 | 1592 | 3.144065784 |
103 | 11 | 1642 | 3.240638339 |
104 | 11 | 1692 | 3.347774257 |
105 | 11 | 1742 | 3.283044604 |
106 | 11 | 1792 | 3.592641541 |
107 | 11 | 1842 | 3.453060046 |
108 | 11 | 1892 | 3.703895282 |
109 | 11 | 1942 | 3.611722457 |
110 | 11 | 1992 | 3.46751941 |
111 | 12 | 1699 | 1.494260172 |
112 | 12 | 1749 | 1.60237296 |
113 | 12 | 1799 | 1.685562581 |
114 | 12 | 1849 | 1.628970299 |
115 | 12 | 1899 | 1.782198633 |
116 | 12 | 1949 | 1.712237307 |
117 | 12 | 1999 | 1.878982163 |
118 | 12 | 2049 | 1.801840062 |
119 | 12 | 2099 | 1.913595992 |
120 | 12 | 2149 | 2.019894616 |
121 | 13 | 1114 | 4.15479007 |
122 | 13 | 1164 | 4.212348018 |
123 | 13 | 1214 | 4.183019194 |
124 | 13 | 1264 | 4.415957332 |
125 | 13 | 1314 | 4.496069478 |
126 | 13 | 1364 | 4.357688005 |
127 | 13 | 1414 | 4.432555632 |
128 | 13 | 1464 | 4.693619147 |
129 | 13 | 1514 | 4.683713358 |
130 | 13 | 1564 | 4.724482002 |
131 | 14 | 1389 | 2.936016484 |
132 | 14 | 1439 | 2.84110802 |
133 | 14 | 1489 | 3.078994297 |
134 | 14 | 1539 | 2.910325658 |
135 | 14 | 1589 | 3.184465062 |
136 | 14 | 1639 | 3.25945566 |
137 | 14 | 1689 | 3.363527403 |
138 | 14 | 1739 | 3.417213355 |
139 | 14 | 1789 | 3.525380606 |
140 | 14 | 1839 | 3.339822934 |
141 | 15 | 1702 | 2.079239241 |
142 | 15 | 1752 | 2.25988139 |
143 | 15 | 1802 | 2.216739954 |
144 | 15 | 1852 | 2.26757503 |
145 | 15 | 1902 | 2.404643749 |
146 | 15 | 1952 | 2.427398494 |
147 | 15 | 2002 | 2.551152598 |
148 | 15 | 2052 | 2.626579379 |
149 | 15 | 2102 | 2.710472634 |
150 | 15 | 2152 | 2.813699199 |
151 | 16 | 1311 | 3.66127784 |
152 | 16 | 1361 | 3.688161472 |
153 | 16 | 1411 | 3.719858948 |
154 | 16 | 1461 | 4.068102752 |
155 | 16 | 1511 | 3.982687802 |
156 | 16 | 1561 | 4.070708957 |
157 | 16 | 1611 | 3.928538035 |
158 | 16 | 1661 | 4.284122624 |
159 | 16 | 1711 | 4.179488254 |
160 | 16 | 1761 | 4.084108638 |
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